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Image Captioning on POPE Adversarial

121.4CIDErVanilla
96.44102.92109.4115.88Feb 25, 2026

Evaluation results

MethodLinks
VanillaBackbone=InternVL2-7B2026.02121.4
DoLaBackbone=InternVL2-7B2026.02120.8
SCRBackbone=InternVL2-7B2026.02120.7
OPERABackbone=InternVL2-7B2026.02119.4
VLI†Backbone=InternVL2-7B2026.02119.4
VanillaBackbone=Qwen2-VL-7B2026.02118.5
OA-VCDBackbone=InternVL2-7B2026.02118.5
SIDBackbone=InternVL2-7B2026.02118.5
DoLaBackbone=Qwen2-VL-7B2026.02117.9
SCRBackbone=Qwen2-VL-7B2026.02117.9
Uniform-SmoothBackbone=InternVL2-7B2026.02117.9
CRoPS†Backbone=InternVL2-7B2026.02117.3
VCDBackbone=InternVL2-7B2026.02117.2
OPERABackbone=Qwen2-VL-7B2026.02116.7
VLI†Backbone=Qwen2-VL-7B2026.02116.3
SIDBackbone=Qwen2-VL-7B2026.02116
OA-VCDBackbone=Qwen2-VL-7B2026.02115.4
VanillaBackbone=Qwen-VL2026.02115.2
CRoPS†Backbone=Qwen2-VL-7B2026.02115.1
Uniform-SmoothBackbone=Qwen2-VL-7B2026.02115.1
SCRBackbone=Qwen-VL2026.02114.6
VCDBackbone=Qwen2-VL-7B2026.02114.6
DoLaBackbone=Qwen-VL2026.02114.5
OPERABackbone=Qwen-VL2026.02113.4
VLI†Backbone=Qwen-VL2026.02113.2
OA-VCDBackbone=Qwen-VL2026.02112.5
SIDBackbone=Qwen-VL2026.02112.5
CRoPS†Backbone=Qwen-VL2026.02111.8
Uniform-SmoothBackbone=Qwen-VL2026.02111.7
VCDBackbone=Qwen-VL2026.02111.2
VanillaBackbone=LLaVA-1.5-7B2026.02108.5
SCRBackbone=LLaVA-1.5-7B2026.02107.8
DoLaBackbone=LLaVA-1.5-7B2026.02107.6
OPERABackbone=LLaVA-1.5-7B2026.02106.6
VLI†Backbone=LLaVA-1.5-7B2026.02106.2
SIDBackbone=LLaVA-1.5-7B2026.02105.8
Uniform-SmoothBackbone=LLaVA-1.5-7B2026.02105.6
OA-VCDBackbone=LLaVA-1.5-7B2026.02105.3
CRoPS†Backbone=LLaVA-1.5-7B2026.02104.5
VCDBackbone=LLaVA-1.5-7B2026.02103.8
VanillaBackbone=Cham-7B2026.02102.3
DoLaBackbone=Cham-7B2026.02101.8
SCRBackbone=Cham-7B2026.02101.7
VLI†Backbone=Cham-7B2026.02100.6
OPERABackbone=Cham-7B2026.02100.3
Uniform-SmoothBackbone=Cham-7B2026.0299.8
SIDBackbone=Cham-7B2026.0299.5
OA-VCDBackbone=Cham-7B2026.0299.2
CRoPS†Backbone=Cham-7B2026.0298.2
VCDBackbone=Cham-7B2026.0297.4